{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# All distances within a selection\n",
"\n",
"Here we calculate the distance of every atom to every other atom in a selection, and show how we can extend this to residues.\n",
"\n",
"**Last executed:** Feb 06, 2020 with MDAnalysis 0.20.2-dev0\n",
"\n",
"**Last updated:** January 2020\n",
"\n",
"**Minimum version of MDAnalysis:** 0.19.0\n",
"\n",
"**Packages required:**\n",
" \n",
"* MDAnalysis (Michaud-Agrawal *et al.*, 2011, Gowers *et al.*, 2016)\n",
"* MDAnalysisTests\n",
" \n",
"**Optional packages for visualisation:**\n",
"\n",
"* [matplotlib](https://matplotlib.org)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import MDAnalysis as mda\n",
"from MDAnalysis.tests.datafiles import PDB_small\n",
"from MDAnalysis.analysis import distances\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading files"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The test files we will be working with here feature adenylate kinase (AdK), a phosophotransferase enzyme. (Beckstein *et al.*, 2009)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"u = mda.Universe(PDB_small)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calculating atom-wise distances"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We begin by selecting the alpha-carbons of the protein."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"214"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ca = u.select_atoms('name CA')\n",
"n_ca = len(ca)\n",
"n_ca"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When given an array with $n$ positions, `distances.self_distance_array` returns the distances in a flat vector with length $\\frac{n(n-1)}{2}$. These correspond to the flattened upper triangular values of a square distance matrix."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(22791,)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"self_distances = distances.self_distance_array(ca.positions)\n",
"self_distances.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can convert this into a more easily interpreted square distance array. First we create an all-zero square array and get the indices of the upper and lower triangular matrices."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"sq_dist_arr = np.zeros((n_ca, n_ca))\n",
"triu = np.triu_indices_from(sq_dist_arr, k=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we simply assign the calculated distances to the upper and lower triangular positions."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"sq_dist_arr[triu] = self_distances\n",
"sq_dist_arr.T[triu] = self_distances"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Distance (Angstrom)')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
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